Unverified50% confidenceFactExact time
The Text Oracle provides independent evidence by checking whether the value claimed by the vision model actually appears in the text near the location it claims; if it cannot be found, it raises a flag rather than inventing a substitute value.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe detecting party only needs to hold the key used during generation to determine through statistical testing whether a text was generated by a specific model, without needing to store the original text.68% similarUnverifiedThe grounding verification agent checks whether content genuinely originates from the source paper, comparing each statement against the original paper text to avoid hallucinations.68% similarUnverifiedPresence verification is a matching task that determines whether statements in generated text are supported by source material, and LLMs perform well on such tasks.66% similarUnverifiedT3MP3ST 使用 verify-claims 从提交产物中重新计算通过率，并用挑战自带的 flag oracle 核对上报值与期望值，以对抗刷分质疑66% similarUnverifiedOutput validation typically relies on structured validation libraries such as Pydantic to enforce field completeness and type legality checks on model responses before they enter business logic66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1006060API
curl https://kongchang.com/api/v1/knowledge/claims/1006060MCP
get_claim(id=1006060)